{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 945
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('./')\n",
    "\n",
    "# save all train test results\n",
    "A = np.load('./CRNN_epoch_training_losses.npy')\n",
    "B = np.load('./CRNN_epoch_training_scores.npy')\n",
    "C = np.load('./CRNN_epoch_test_loss.npy')\n",
    "D = np.load('./CRNN_epoch_test_score.npy')\n",
    "\n",
    "epochs = len(A)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(16, 7))\n",
    "plt.subplot(121)\n",
    "plt.plot(np.arange(1, epochs + 1), A[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), C)         # test loss (on epoch end)\n",
    "plt.title(\"model loss\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "\n",
    "# 2nd figure\n",
    "plt.subplot(122)\n",
    "plt.plot(np.arange(1, epochs + 1), B[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), D)         # test loss (on epoch end)\n",
    "plt.title(\"ResNet CRNN scores\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "save_file = \"./loss_UCF101_CRNN.png\"\n",
    "plt.savefig(save_file, dpi=600)\n",
    "# plt.close(fig)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best epoch: 41, validation accuracy: 85.05%\n"
     ]
    }
   ],
   "source": [
    "best_epoch = np.where(D==np.max(D))[0].item()\n",
    "print('Best epoch: {}, validation accuracy: {:.2f}%'.format(best_epoch, 100 * np.max(D)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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